Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "222"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 222 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 55 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 53 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 222, Node N18:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459870 RF_ok 100.00% 0.00% 0.00% 0.00% - - 9.185444 7.801997 34.607102 28.970483 7.947498 73.304639 -0.474187 -1.872063 0.6862 0.6654 0.3969 nan nan
2459869 RF_ok 100.00% 0.00% 0.00% 0.00% - - 8.035410 8.814805 33.659158 33.310590 11.661505 15.441023 2.146069 0.131450 0.6920 0.6772 0.3939 nan nan
2459868 RF_ok 100.00% 0.00% 0.00% 0.00% - - 8.279266 9.177753 53.649477 53.455054 7.030111 11.143419 -1.639795 -6.342585 0.6751 0.6542 0.4092 nan nan
2459867 RF_ok 100.00% 0.00% 0.00% 0.00% - - 5.926534 6.262375 42.668609 41.858839 4.040187 6.531745 -0.066156 -4.322829 0.6875 0.6612 0.4089 nan nan
2459866 RF_ok 100.00% 0.00% 0.00% 0.00% - - 6.572689 7.020090 39.554380 38.674074 4.825756 7.189310 -0.551718 -2.896702 0.6855 0.6608 0.4036 nan nan
2459865 RF_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459864 RF_ok 100.00% 0.00% 0.00% 0.00% - - 3.745942 3.749507 12.035659 12.421567 1.486763 2.128992 17.322041 -1.014193 0.6841 0.6560 0.4251 nan nan
2459863 RF_ok 100.00% 0.00% 0.00% 0.00% - - 1.362607 0.806793 0.195937 0.194948 0.053562 -1.460610 6.473185 -1.552060 0.6813 0.6520 0.4104 nan nan
2459862 RF_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459861 RF_ok 100.00% 0.00% 0.00% 0.00% - - 0.411473 0.275306 -0.854805 -1.063698 -1.281974 -1.870413 7.534047 -1.294607 0.6903 0.6563 0.4295 nan nan
2459860 RF_ok 100.00% 0.00% 0.00% 0.00% - - 0.618171 1.087436 11.751927 11.865276 3.010455 2.349597 6.712163 -1.056158 0.7032 0.6620 0.4204 nan nan
2459859 RF_ok 100.00% 0.00% 0.00% 0.00% - - 0.163266 -0.053001 -0.682998 -1.082667 -1.056369 -1.955338 4.316814 -0.475054 0.7095 0.6684 0.4134 nan nan
2459858 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.082346 -0.249793 -1.227557 -1.620480 -0.873165 -1.026048 7.453744 -0.829611 0.7159 0.6706 0.4269 3.508816 2.942185
2459857 RF_ok 0.00% 100.00% 100.00% 0.00% - - -0.293396 -0.485878 2.102879 1.900806 0.076572 -0.407002 -0.322103 -1.856354 0.0288 0.0290 0.0005 nan nan
2459856 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.348478 1.983416 11.153057 10.820645 1.797997 0.732428 4.485260 -1.277356 0.7107 0.6862 0.4107 3.221105 2.574506
2459855 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.222904 2.052402 12.164727 11.909066 0.679443 1.942109 4.487672 -0.756957 0.6973 0.7068 0.4424 3.528354 2.678967
2459854 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.864354 1.721775 10.565700 10.655063 -0.269068 0.070353 5.779774 -0.639719 0.7113 0.7360 0.4506 3.602761 2.719034
2459853 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.386389 1.734551 13.822660 13.722306 1.937519 0.713666 12.068977 -0.131485 0.7342 0.6771 0.4327 3.586321 2.868459
2459852 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.808076 3.507458 13.291027 13.615608 6.504610 6.163140 9.638197 10.159341 0.8085 0.8016 0.2795 5.500626 4.508983
2459851 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459850 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.257047 2.126435 13.041270 12.688084 2.365350 3.607128 10.426082 4.657627 0.7395 0.7454 0.3627 3.451149 2.701029
2459849 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.721286 2.282252 26.664216 25.562527 0.730639 0.798970 6.762965 -1.236821 0.7372 0.7367 0.3672 4.277896 3.281260
2459848 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.814000 2.659627 19.100946 20.694678 3.137941 4.173023 5.519213 -1.447280 0.7158 0.7409 0.3886 4.156598 3.137235
2459847 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.892617 2.454486 17.831675 19.782425 2.106728 6.327843 5.162729 -1.609649 0.7191 0.6735 0.4403 6.695434 4.804660
2459841 RF_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459838 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459833 RF_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459832 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459831 RF_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459830 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 55.565229 55.484825 inf inf 5425.846696 6573.701525 11367.797600 18410.308085 nan nan nan 0.000000 0.000000
2459829 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 60.765330 60.695878 inf inf 3876.178287 3878.047972 31987.671086 31986.370291 nan nan nan 0.000000 0.000000
2459828 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 44.861257 44.797198 inf inf 4552.126211 5365.064163 23400.663040 32155.892430 nan nan nan 0.000000 0.000000
2459827 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 46.333401 46.334013 inf inf 2209.076715 2580.561582 5232.968612 7197.188838 nan nan nan 0.000000 0.000000
2459826 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 42.016854 41.807751 inf inf 5484.073070 6402.085301 14037.116968 19417.702012 nan nan nan 0.000000 0.000000
2459825 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 43.877997 43.698782 inf inf 3041.919122 3551.064460 2222.847033 2934.810266 nan nan nan 0.000000 0.000000
2459824 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 37.237653 37.401371 inf inf 3148.194831 3659.753427 7585.506304 10232.659096 nan nan nan 0.000000 0.000000
2459823 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459822 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 42.441276 42.272729 inf inf 2816.406655 3323.502310 3132.475266 4312.541430 nan nan nan 0.000000 0.000000
2459821 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 47.221673 47.133451 inf inf 2471.240779 2904.293725 1608.166298 2195.018595 nan nan nan 0.000000 0.000000
2459820 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 46.470570 46.386388 inf inf 4837.910304 5673.695989 13007.322442 17561.638227 nan nan nan 0.000000 0.000000
2459817 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 55.656788 55.864822 inf inf 2854.261963 2780.374952 3019.664961 2857.990475 nan nan nan 0.000000 0.000000
2459816 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 37.453763 38.054062 inf inf 4356.571473 5122.562265 17049.556383 22919.700260 nan nan nan 0.000000 0.000000
2459815 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 39.485871 39.738021 inf inf 3309.073217 3899.209702 15613.183532 21208.882312 nan nan nan 0.000000 0.000000
2459814 RF_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 222: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
222 N18 RF_ok nn Temporal Variability 73.304639 9.185444 7.801997 34.607102 28.970483 7.947498 73.304639 -0.474187 -1.872063

Antenna 222: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Power 33.659158 8.035410 8.814805 33.659158 33.310590 11.661505 15.441023 2.146069 0.131450

Antenna 222: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Power 53.649477 8.279266 9.177753 53.649477 53.455054 7.030111 11.143419 -1.639795 -6.342585

Antenna 222: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Power 42.668609 5.926534 6.262375 42.668609 41.858839 4.040187 6.531745 -0.066156 -4.322829

Antenna 222: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Power 39.554380 7.020090 6.572689 38.674074 39.554380 7.189310 4.825756 -2.896702 -0.551718

Antenna 222: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 222: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Temporal Discontinuties 17.322041 3.749507 3.745942 12.421567 12.035659 2.128992 1.486763 -1.014193 17.322041

Antenna 222: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Temporal Discontinuties 6.473185 1.362607 0.806793 0.195937 0.194948 0.053562 -1.460610 6.473185 -1.552060

Antenna 222: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 222: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Temporal Discontinuties 7.534047 0.275306 0.411473 -1.063698 -0.854805 -1.870413 -1.281974 -1.294607 7.534047

Antenna 222: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
222 N18 RF_ok nn Power 11.865276 0.618171 1.087436 11.751927 11.865276 3.010455 2.349597 6.712163 -1.056158

Antenna 222: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Temporal Discontinuties 4.316814 0.163266 -0.053001 -0.682998 -1.082667 -1.056369 -1.955338 4.316814 -0.475054

Antenna 222: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Temporal Discontinuties 7.453744 -0.249793 0.082346 -1.620480 -1.227557 -1.026048 -0.873165 -0.829611 7.453744

Antenna 222: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Power 2.102879 -0.485878 -0.293396 1.900806 2.102879 -0.407002 0.076572 -1.856354 -0.322103

Antenna 222: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Power 11.153057 1.348478 1.983416 11.153057 10.820645 1.797997 0.732428 4.485260 -1.277356

Antenna 222: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Power 12.164727 2.052402 2.222904 11.909066 12.164727 1.942109 0.679443 -0.756957 4.487672

Antenna 222: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
222 N18 RF_ok nn Power 10.655063 1.721775 1.864354 10.655063 10.565700 0.070353 -0.269068 -0.639719 5.779774

Antenna 222: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Power 13.822660 1.734551 1.386389 13.722306 13.822660 0.713666 1.937519 -0.131485 12.068977

Antenna 222: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
222 N18 RF_ok nn Power 13.615608 3.808076 3.507458 13.291027 13.615608 6.504610 6.163140 9.638197 10.159341

Antenna 222: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 222: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Power 13.041270 1.257047 2.126435 13.041270 12.688084 2.365350 3.607128 10.426082 4.657627

Antenna 222: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Power 26.664216 1.721286 2.282252 26.664216 25.562527 0.730639 0.798970 6.762965 -1.236821

Antenna 222: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
222 N18 RF_ok nn Power 20.694678 2.659627 1.814000 20.694678 19.100946 4.173023 3.137941 -1.447280 5.519213

Antenna 222: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
222 N18 RF_ok nn Power 19.782425 2.454486 1.892617 19.782425 17.831675 6.327843 2.106728 -1.609649 5.162729

Antenna 222: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 222: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
222 N18 RF_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 222: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
222 N18 RF_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 222: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 222: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 222: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Power inf 55.565229 55.484825 inf inf 5425.846696 6573.701525 11367.797600 18410.308085

Antenna 222: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
222 N18 RF_ok nn Power inf 60.695878 60.765330 inf inf 3878.047972 3876.178287 31986.370291 31987.671086

Antenna 222: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
222 N18 RF_ok nn Power inf 44.797198 44.861257 inf inf 5365.064163 4552.126211 32155.892430 23400.663040

Antenna 222: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Power inf 46.333401 46.334013 inf inf 2209.076715 2580.561582 5232.968612 7197.188838

Antenna 222: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
222 N18 RF_ok nn Power inf 41.807751 42.016854 inf inf 6402.085301 5484.073070 19417.702012 14037.116968

Antenna 222: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
222 N18 RF_ok nn Power inf 43.698782 43.877997 inf inf 3551.064460 3041.919122 2934.810266 2222.847033

Antenna 222: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Power inf 37.237653 37.401371 inf inf 3148.194831 3659.753427 7585.506304 10232.659096

Antenna 222: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
222 N18 RF_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 222: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Power inf 42.441276 42.272729 inf inf 2816.406655 3323.502310 3132.475266 4312.541430

Antenna 222: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
222 N18 RF_ok nn Power inf 47.133451 47.221673 inf inf 2904.293725 2471.240779 2195.018595 1608.166298

Antenna 222: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Power inf 46.470570 46.386388 inf inf 4837.910304 5673.695989 13007.322442 17561.638227

Antenna 222: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Power inf 55.656788 55.864822 inf inf 2854.261963 2780.374952 3019.664961 2857.990475

Antenna 222: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
222 N18 RF_ok nn Power inf 38.054062 37.453763 inf inf 5122.562265 4356.571473 22919.700260 17049.556383

Antenna 222: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
222 N18 RF_ok nn Power inf 39.738021 39.485871 inf inf 3899.209702 3309.073217 21208.882312 15613.183532

Antenna 222: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
222 N18 RF_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 222: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
222 N18 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: